Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
TradingAgents is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
TradingAgents
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
TradingAgents
Best first install candidate based on install readiness and adoption.
Freshest repo
TradingAgents
Most recent maintenance signal among this shortlist.
| Signal | Atspy AtsPy: Automated Time Series Models in Python (by @firmai) | TradingAgents TradingAgents: Multi-Agents LLM Financial Trading Framework | Xalpha 基金投资管理回测引擎 | FinRL Meta FinRL®-Meta: Dynamic datasets and market environments for FinRL. |
|---|---|---|---|---|
| Quality | 48/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 50/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 520 stars 0 installs | 86K stars 0 installs | 2.6K stars 0 installs | 1.9K stars 0 installs |
| Freshness | Nov 21, 2022 | Jun 14, 2026 | Jun 12, 2026 | May 25, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Finance, Claude Code | Python, Finance, Claude Code | Python, Finance, Claude Code | Python, Finance, Claude Code, OpenAI Agents |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 2 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add firmai/atspy | $ npx skills add TauricResearch/TradingAgents | $ npx skills add refraction-ray/xalpha | $ npx skills add AI4Finance-Foundation/FinRL-Meta |